Thanks @junpenglao, that is a great suggestion. I will change the notebook accordingly and open a pull request.
On a second thought though, is there a possibility to seed PyMC3, so that results of this demo notebook are reproducible? I would imagine seeding PyMC3 on purpose to be a welcome characteristic of demo notebooks for folks trying to reproduce them on their own machines.